{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pylab as plt\n",
    "\n",
    "from sklearn.linear_model import Ridge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('bmh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = pd.read_csv('./test.csv')\n",
    "df_ex = pd.read_csv('./sample_submission.csv')\n",
    "df_train = pd.read_csv('./sales_train.csv')\n",
    "df_shop = pd.read_csv('./shops.csv')\n",
    "df_items = pd.read_csv('./items.csv')\n",
    "df_cat = pd.read_csv('./item_categories.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train_a = pd.merge(df_train, df_items, on='item_id')\n",
    "df_train_a = pd.merge(df_train_a, df_cat, on='item_category_id')\n",
    "df_train_a = pd.merge(df_train_a, df_shop, on='shop_id')\n",
    "df_train_a['full_price'] = df_train_a['item_price']*df_train_a['item_cnt_day']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "mgroups = df_train_a.groupby('date_block_num')\n",
    "mitems = list()\n",
    "for g in list(mgroups.groups):\n",
    "    mitems.append(mgroups.get_group(g).groupby('item_name')['item_cnt_day'].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "      <th>007 Legends [PС, Jewel, русская версия]</th>\n",
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       "      <th>007 Legends [Xbox 360, русская версия]</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "                                            0      1      2     3     4   \\\n",
       "item_name                                                                  \n",
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       "007 Legends [Xbox 360, русская версия]     4.0    0.0    0.0   0.0   1.0   \n",
       "1+1                                      299.0  208.0  178.0  97.0  66.0   \n",
       "\n",
       "                                           5     6     7     8     9   ...   \\\n",
       "item_name                                                              ...    \n",
       "/ЗОЛОТАЯ КОЛЛЕКЦИЯ м/ф-72                 0.0   0.0   0.0   0.0   0.0  ...    \n",
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       "007 Legends [PС, Jewel, русская версия]   4.0   7.0  13.0   7.0  10.0  ...    \n",
       "007 Legends [Xbox 360, русская версия]    0.0   2.0   1.0   0.0   2.0  ...    \n",
       "1+1                                      79.0  87.0  72.0  59.0  58.0  ...    \n",
       "\n",
       "                                           24    25    26    27    28    29  \\\n",
       "item_name                                                                     \n",
       "/ЗОЛОТАЯ КОЛЛЕКЦИЯ м/ф-72                 0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "007 Legends [PS3, русская версия]         0.0   0.0   0.0   0.0   0.0   0.0   \n",
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       "007 Legends [Xbox 360, русская версия]    0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "1+1                                      42.0  32.0  40.0  20.0  20.0  26.0   \n",
       "\n",
       "                                           30    31    32    33  \n",
       "item_name                                                        \n",
       "/ЗОЛОТАЯ КОЛЛЕКЦИЯ м/ф-72                 0.0   0.0   0.0   0.0  \n",
       "007 Legends [PS3, русская версия]         0.0   0.0   0.0   0.0  \n",
       "007 Legends [PС, Jewel, русская версия]   0.0   0.0   0.0   0.0  \n",
       "007 Legends [Xbox 360, русская версия]    0.0   0.0   0.0   0.0  \n",
       "1+1                                      21.0  30.0  19.0  22.0  \n",
       "\n",
       "[5 rows x 34 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_mitems = pd.DataFrame()\n",
    "for i in range(len(mitems)):\n",
    "    df_mitems[i] = mitems[i]\n",
    "df_mitems = df_mitems.fillna(value=0.0)\n",
    "#df_mitems = df_mitems.transpose()\n",
    "df_mitems.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>item_name</th>\n",
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       "      <td>Игры PC - Стандартные издания</td>\n",
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       "      <td>59</td>\n",
       "      <td>32</td>\n",
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       "      <td>Кино - DVD</td>\n",
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       "1          007 Legends [PS3, русская версия]    7.0    3.0    4.0   1.0   2.0   \n",
       "43   007 Legends [PС, Jewel, русская версия]    8.0    8.0    7.0   6.0   4.0   \n",
       "129   007 Legends [Xbox 360, русская версия]    4.0    0.0    0.0   0.0   1.0   \n",
       "143                                      1+1  299.0  208.0  178.0  97.0  66.0   \n",
       "\n",
       "        5     6     7     8                ...                   29    30  \\\n",
       "0     0.0   0.0   0.0   0.0                ...                  0.0   0.0   \n",
       "1     2.0   3.0   1.0   1.0                ...                  0.0   0.0   \n",
       "43    4.0   7.0  13.0   7.0                ...                  0.0   0.0   \n",
       "129   0.0   2.0   1.0   0.0                ...                  0.0   0.0   \n",
       "143  79.0  87.0  72.0  59.0                ...                 26.0  21.0   \n",
       "\n",
       "       31    32    33  shop_id  item_id  item_category_id  \\\n",
       "0     0.0   0.0   0.0       25       19                40   \n",
       "1     0.0   0.0   0.0       24       27                19   \n",
       "43    0.0   0.0   0.0       59       28                30   \n",
       "129   0.0   0.0   0.0        6       29                23   \n",
       "143  30.0  19.0  22.0       59       32                40   \n",
       "\n",
       "                item_category_name                         shop_name  \n",
       "0                       Кино - DVD               Москва ТРК \"Атриум\"  \n",
       "1                       Игры - PS3  Москва ТК \"Буденовский\" (пав.К7)  \n",
       "43   Игры PC - Стандартные издания            Ярославль ТЦ \"Альтаир\"  \n",
       "129                Игры - XBOX 360        Воронеж (Плехановская, 13)  \n",
       "143                     Кино - DVD            Ярославль ТЦ \"Альтаир\"  \n",
       "\n",
       "[5 rows x 40 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_mitems_a = pd.merge(df_mitems, df_train_a, how='left', on='item_name')\n",
    "df_mitems_a = df_mitems_a.drop(columns=['date', 'date_block_num', 'item_price', 'item_cnt_day', 'full_price'])\n",
    "df_mitems_a = df_mitems_a.drop_duplicates(subset='item_name')\n",
    "df_mitems_a.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>02.01.2013</td>\n",
       "      <td>0</td>\n",
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       "      <td>37</td>\n",
       "      <td>Кино - Blu-Ray</td>\n",
       "      <td>Ярославль ТЦ \"Альтаир\"</td>\n",
       "      <td>999.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>26.04.2013</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26.06.2013</td>\n",
       "      <td>5</td>\n",
       "      <td>59</td>\n",
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       "      <td>Кино - Blu-Ray</td>\n",
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       "      <td>199.5</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20.07.2013</td>\n",
       "      <td>6</td>\n",
       "      <td>59</td>\n",
       "      <td>944</td>\n",
       "      <td>199.5</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>14.09.2013</td>\n",
       "      <td>8</td>\n",
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       "      <td>944</td>\n",
       "      <td>299.0</td>\n",
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       "      <td>37</td>\n",
       "      <td>Кино - Blu-Ray</td>\n",
       "      <td>Ярославль ТЦ \"Альтаир\"</td>\n",
       "      <td>598.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date  date_block_num  shop_id  item_id  item_price  item_cnt_day  \\\n",
       "0  02.01.2013               0       59    22154       999.0           1.0   \n",
       "1  26.04.2013               3       59      944       150.0           1.0   \n",
       "2  26.06.2013               5       59      944       199.5           1.0   \n",
       "3  20.07.2013               6       59      944       199.5           1.0   \n",
       "4  14.09.2013               8       59      944       299.0           2.0   \n",
       "\n",
       "           item_name  item_category_id item_category_name  \\\n",
       "0  ЯВЛЕНИЕ 2012 (BD)                37     Кино - Blu-Ray   \n",
       "1          2012 (BD)                37     Кино - Blu-Ray   \n",
       "2          2012 (BD)                37     Кино - Blu-Ray   \n",
       "3          2012 (BD)                37     Кино - Blu-Ray   \n",
       "4          2012 (BD)                37     Кино - Blu-Ray   \n",
       "\n",
       "                shop_name  full_price  \n",
       "0  Ярославль ТЦ \"Альтаир\"       999.0  \n",
       "1  Ярославль ТЦ \"Альтаир\"       150.0  \n",
       "2  Ярославль ТЦ \"Альтаир\"       199.5  \n",
       "3  Ярославль ТЦ \"Альтаир\"       199.5  \n",
       "4  Ярославль ТЦ \"Альтаир\"       598.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_a.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>date_block_num</th>\n",
       "      <th>shop_id</th>\n",
       "      <th>item_id</th>\n",
       "      <th>item_price</th>\n",
       "      <th>item_cnt_day</th>\n",
       "      <th>item_name</th>\n",
       "      <th>item_category_id</th>\n",
       "      <th>item_category_name</th>\n",
       "      <th>shop_name</th>\n",
       "      <th>full_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2676417</th>\n",
       "      <td>30.04.2015</td>\n",
       "      <td>27</td>\n",
       "      <td>12</td>\n",
       "      <td>3731</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Grand Theft Auto V [PC, русские субтитры]</td>\n",
       "      <td>30</td>\n",
       "      <td>Игры PC - Стандартные издания</td>\n",
       "      <td>Интернет-магазин ЧС</td>\n",
       "      <td>3998.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2676418</th>\n",
       "      <td>29.04.2015</td>\n",
       "      <td>27</td>\n",
       "      <td>12</td>\n",
       "      <td>3731</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Grand Theft Auto V [PC, русские субтитры]</td>\n",
       "      <td>30</td>\n",
       "      <td>Игры PC - Стандартные издания</td>\n",
       "      <td>Интернет-магазин ЧС</td>\n",
       "      <td>5997.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2676419</th>\n",
       "      <td>28.04.2015</td>\n",
       "      <td>27</td>\n",
       "      <td>12</td>\n",
       "      <td>3731</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Grand Theft Auto V [PC, русские субтитры]</td>\n",
       "      <td>30</td>\n",
       "      <td>Игры PC - Стандартные издания</td>\n",
       "      <td>Интернет-магазин ЧС</td>\n",
       "      <td>9795.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2676420</th>\n",
       "      <td>27.04.2015</td>\n",
       "      <td>27</td>\n",
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       "      <td>1999.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>Grand Theft Auto V [PC, русские субтитры]</td>\n",
       "      <td>30</td>\n",
       "      <td>Игры PC - Стандартные издания</td>\n",
       "      <td>Интернет-магазин ЧС</td>\n",
       "      <td>33983.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2676421</th>\n",
       "      <td>24.04.2015</td>\n",
       "      <td>27</td>\n",
       "      <td>12</td>\n",
       "      <td>3731</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Grand Theft Auto V [PC, русские субтитры]</td>\n",
       "      <td>30</td>\n",
       "      <td>Игры PC - Стандартные издания</td>\n",
       "      <td>Интернет-магазин ЧС</td>\n",
       "      <td>7996.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               date  date_block_num  shop_id  item_id  item_price  \\\n",
       "2676417  30.04.2015              27       12     3731      1999.0   \n",
       "2676418  29.04.2015              27       12     3731      1999.0   \n",
       "2676419  28.04.2015              27       12     3731      1959.0   \n",
       "2676420  27.04.2015              27       12     3731      1999.0   \n",
       "2676421  24.04.2015              27       12     3731      1999.0   \n",
       "\n",
       "         item_cnt_day                                  item_name  \\\n",
       "2676417           2.0  Grand Theft Auto V [PC, русские субтитры]   \n",
       "2676418           3.0  Grand Theft Auto V [PC, русские субтитры]   \n",
       "2676419           5.0  Grand Theft Auto V [PC, русские субтитры]   \n",
       "2676420          17.0  Grand Theft Auto V [PC, русские субтитры]   \n",
       "2676421           4.0  Grand Theft Auto V [PC, русские субтитры]   \n",
       "\n",
       "         item_category_id             item_category_name            shop_name  \\\n",
       "2676417                30  Игры PC - Стандартные издания  Интернет-магазин ЧС   \n",
       "2676418                30  Игры PC - Стандартные издания  Интернет-магазин ЧС   \n",
       "2676419                30  Игры PC - Стандартные издания  Интернет-магазин ЧС   \n",
       "2676420                30  Игры PC - Стандартные издания  Интернет-магазин ЧС   \n",
       "2676421                30  Игры PC - Стандартные издания  Интернет-магазин ЧС   \n",
       "\n",
       "         full_price  \n",
       "2676417      3998.0  \n",
       "2676418      5997.0  \n",
       "2676419      9795.0  \n",
       "2676420     33983.0  \n",
       "2676421      7996.0  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "price = df_train_a[(df_train_a['shop_id']==12) & (df_train_a['item_id']==3731)]\n",
    "price.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f744bebf898>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ceaQgzeKi90L46Ax+evvoDH56u+68YDAXkTUi8hMReVZEXhCR3wvazxWRJ0Vkn4h8R0QagvbGYH1f0H/O8v4I/lIsZz6bZrHSRMMwKqeSkfk08G5VvRS4DLhORK4EvgbcpqrnAyNAT7B9DzAStN8WbGcUoWidecFEW4ZhGJWwYDDXDBPBajT4UuDdwD1B+13ADcHy9cE6QX+XZG9vNOaQy5nPuWnI6swNw6ieSCUbiUgY2AWcD/wF8CowqqrZKwIDQEew3AEcBFDVpIjEgNOA4/n7HBwcpKenJ7fe3d1Nd3c3HR0dRCIRRkdHicVi81wW2x+Lxejv71+2/S+m/8jRIQAS03H6+/sBCLEWgJPxGfr7+3PetfBbbD/gtF+p/lgsRjKZdNavWL+P50ckEiEej8/xds3P1fOjHKJa+QhQRNYD3wd+B/i7IJWCiJwJ/EBV3ywizwPXqepA0Pcq8HZVnRPMe3t7tbOzsyrZU2F0dNS50qJ/2T/CH/zoAP/+3PX8Tte5ADzxeozf/eF+3n7mOr7yvjc46b0QPjqDn94+OoOf3i449/X17erq6tpRrK+qahZVHQUeBa4C1otIdmS/Dche6j0EnAkQ9LcBw4vwXlJq/SEUI5Ga+2AKsPnMa4mP3j46g5/erjtXUs3SHozIEZEm4D3AHjJB/cZgs5uA+4Ll+4N1gv4faTXD/2XCxRrRcjcNZUsTXfReCB+dwU9vH53BT2/XnSsZmZ8BPCoiu4GngEdU9QHgS8DnRWQfmZz4ncH2dwKnBe2fB25Zeu3qcbFGNJm7aSivzrzgpiEXvRfCR2fw09tHZ/DT23XnBS+Aqupu4PIi7fuBtxVpjwMfWRK7VU52ZB4pMgWu1ZkbhlENdXMHqIsky+TMs32GYRiVYMG8hswUGZlHrc7cMIxFYMG8huRy5uHSOXPDMIxKqJtg7uJcxOVKE20+85XHR28fncFPb9ed6yaYu1gjmrT5zJ3CR28fncFPb9ed6yaYu1gjWmzWxMKJtlz0XggfncFPbx+dwU9v153rJpi7WCOaLT8sNp95wurMVxwfvX10Bj+9XXeum2DuIsVy5tnAnr04ahiGUQkWzGtIsZx5djGlkK79LAiGYXiCBfMaUixnLiKz87NYeaJhGBViwbyGzObM5z67I1drbneBGoZRIXUTzF2sEZ3Nmc/9GCJ5I3MXvRfCR2fw09tHZ/DT23XnugnmLtaIFsuZw9yKFhe9F8JHZ/DT20dn8NPbdee6CeYu1ogWy5nnrydT6qT3QvjoDH56++gMfnq77lw3wdzFGtFkiZx5NDc/S9pJ74Xw0Rn89PbRGfz0dt25boK5i8xkc+bhwpy5zZxoGEZ1WDCvIbmceZk0i2EYRiVYMK8huWqWEmkWG5kbhlEpFsxrSHZkXuoCaMqCuWEYFVI3wdzFGtFEkYdTwNzSRBe9F8JHZ/DT20dn8NPbdee6CeYu1ogmSuTMo3l3gLrovRA+OoOf3j46g5/erjvXTTB3rUZUVWfrzEvcNJRMW535SuKjt4/O4Ke3684LBnMROVNEHhWRF0XkBRH5bNC+UUQeEZG9wfcNQbuIyNdFZJ+I7BaRK5b7h6gE12pEs4UqYYGQFAbzbGmi1ZmvJD56++gMfnq77lzJyDwJ/IaqXgRcCXxaRC4CbgF2qup2YGewDvB+YHvwdTNwx5JbrwJK5cszbVaaaBhGdSwYzFX1iKr2BcvjwB6gA7geuCvY7C7ghmD5euBuzfAEsF5Ezlhyc88pVZYIELYpcA3DqJKqcuYicg5wOfAksEVVjwRdR4EtwXIHcDDvZQNBm5FHqYuf+W1WZ24YRqVEKt1QRNYC9wKfU9UxycvzqqqKSFWRZ3BwkJ6entx6d3c33d3ddHR0EIlEGB0dJRaLzXvdYvtjsRj9/f3Ltv9q+0+MjGYaNE1/f//c/iCYDw4NE2ubnt/vgH+5fsBpv1L9sViMZDLprF+x/ux57apfqf54PD7H2zU/V8+PcohW8GgyEYkCDwAPq+qfBm0vA9eo6pEgjfKYql4oIn8VLH+7cLv8ffb29mpnZ2dVsqfC6OioU6VFA7E4v/S9PXSsa+RvP3rRnL47nhjg+88PcfPbO7j2zAanvCvBtWNdKT56++gMfnq74NzX17erq6trR7G+SqpZBLgT2JMN5AH3AzcFyzcB9+W1fyqoarkSiBUG8lpQ6w+hkFJliUDeY+PSznlXgo/O4Ke3j87gp7frzpXkzN8BfBJ4t4g8E3z9LPBV4D0ishe4NlgHeBDYD+wDvgH86tJrV49rNaLlcuY2n3lt8NHbR2fw09t150qqWR5XVVHVS1T1suDrQVUdVtUuVd2uqteq6olge1XVT6vqG1T1YlX96fL/GAvjWo1oskw1SyQ8OwWua96V4KMz+OntozP46e26c93cAeoauTrzUJE6c5sC1zCMKrFgXiOyaZZiOfNcmqWCi9OGYRhgwbxm5G4aKlZnbneAGoZRJRbMa0TuKUPlRuZ205BhGBVSN8HctbmIy83NYvOZ1wYfvX10Bj+9XXeum2DuWo1oosRThiA/zWJ15iuJj94+OoOf3q47100wd61GtNKJtlzzrgQfncFPbx+dwU9v153rJpi7ViM6W5pY7A7QoM48ZXXmK4mP3j46g5/erjvXTTB3jdkLoKVz5nYB1DCMSrFgXiNyc7MUu50/bMHcMIzqsGBeI8qVJubmM7c6c8MwKsSCeY3I5syLjswtzWIYRpXUTTB3rUY0USZnnitNTKed864EH53BT28fncFPb9ed6yaYu1YjWu52/khemsU170rw0Rn89PbRGfz0dt25boK5azWi5W/nz3wsKbU685XER28fncFPb9ed6yaYu1YjWi5nng3wVme+svjo7aMz+OntunPdBHPXKJcztwughmFUiwXzGlFJztyCuWEYlWLBvEZUMgWu1ZkbhlEpFsxrRNk6c7sD1DCMKqmbYO5ajWilOfN169atqNdS4NqxrhQfvX10Bj+9XXeum2DuWo1ouSlwQyJkm9euc/sEKoZrx7pSfPT20Rn89HbduW6CuWs1ormceZE0C0AkGLHHZxIr5rRUuHasK8VHbx+dwU9v150XDOYi8jciMigiz+e1bRSRR0Rkb/B9Q9AuIvJ1EdknIrtF5IrllK8G12pEc7MmFhmZw2yQP3jo8Io5LRWuHetK8dHbR2fw09t150pG5n8HXFfQdguwU1W3AzuDdYD3A9uDr5uBO5ZGc/WRTGcfTlH8I5jNm6+YkmEYHrNgMFfVfwVOFDRfD9wVLN8F3JDXfrdmeAJYLyJnLJXsamKmTM4crKLFMIzqiCzydVtU9UiwfBTYEix3AAfzthsI2o5QwODgID09Pbn17u5uuru76ejoIBKJMDo6SiwWm/fGi+2PxWL09/cv2/6r7U8kUwAcO3yIk42hef1hMkF8dGyc/v7+Ffc7lX7Aab9S/bFYjGQy6axfsf7see2qX6n+eDw+x9s1P1fPj3KI6sIjPxE5B3hAVd8crI+q6vq8/hFV3SAiDwBfVdXHg/adwJdU9aeF++zt7dXOzs6qZE+F/v5+zj777BV7v4X4D3fvZnImxb2fvJjWxvl/U3u+9yIHY9P8/lVtXPmm82pguHhcO9aV4qO3j87gp7cLzn19fbu6urp2FOtbbDXLsWz6JPg+GLQfAs7M225b0FZzXKsRTWYf6FykzjzTnkmzrGlpWTGnpcK1Y10pPnr76Ax+ervuvNhgfj9wU7B8E3BfXvungqqWK4FYXjqmprhWI5pYqDQxuDDa1LJ2xZyWCteOdaX46O2jM/jp7bpzJaWJ3wZ6gQtFZEBEeoCvAu8Rkb3AtcE6wIPAfmAf8A3gV5fFehG4VCOaSitphZBAuGQwz7THZ9zxrhSXjnU1+OjtozP46e26cyXVLD+vqmeoalRVt6nqnao6rKpdqrpdVa9V1RPBtqqqn1bVN6jqxcVy5bXCpRrR7Ki82LwsWbJ9RweHVsRpKXHpWFeDj94+OoOf3q47180doC6xUL4crDTRMIzqsGBeA3J3f5YZmWdz6TYLrmEYlWDBvAYkysxlnsXuADUMoxosmNeAck8ZymJpFsMwqqFugrlLNaK5eVnK5Myzgb5hTdOKOC0lLh3ravDR20dn8NPbdee6CeYu1YhWkjPP1pn7GMxdOtbV4KO3j87gp7frznUTzF2qEa0oZx70TSdSK+K0lLh0rKvBR28fncFPb9ed6yaYu1Qj+vpoHIDmaLjkNtk0y/DI6Io4LSUuHetq8NHbR2fw09t157oJ5q6QVuWe5zJT2XSdv6HkdpFcaaJdADUMY2EsmK8wPzk4Rv9InE3NUd71hjLBPGyliYZhVI4F8xXmu7uPAfDhN7dXVM2SstJEwzAqwIL5CvLisUmePzrJ2oYwP9u5qey22Qm4khbLDcOogLoJ5i7UiGZH5R984yaaG0pf/ITZkXk42rDsXkuNC8d6Mfjo7aMz+OntunPdBPNa14i+Phqntz9GNCzc8Kb2BbePBCkYH4N5rY/1YvHR20dn8NPbdee6Cea1rhH93u5jKPDe7RvZ0BxdcPtsNctM0urMVwofvX10Bj+9XXeum2BeyxrR4ckEO/eNIMCNF2+u6DXZG4pi45PLaLY8uF6PWwofvX10Bj+9XXeum2BeK9Kq3N13hGRaufrc9XS0ranodRGbAtcwjCqY/1h4oypeODrBobFpfua8DTRG5v5tHJ9O8kf/0s8Tr48REvjYpVsq3m80ZLMmGoZRORbMF4mq8k8vDPFXTx4irXDnU4e58eLNfOCNm2iKhnnl+BRf+b+vcWxihtbGML/5M2dzwabmivefvWkoZTcNGYZRAXURzJNp5eB4krNUESk9uVU1+/vz/3eQB18aBqBjXSOHxqb5xk8O851nj3H1uet55JUTJNLKBZua+W9d53B6a2NV7xGxOnPDMKpg1QfzE1MJvvzIfl4amuJdQ/184Z1nlb3zciHG4km+svM1nj0yQTQsfOGdZ3PNeet5amCMbz19lD2DU7kg/8E3buI/X9lBwyLeLxpMgUuofD26i7hej1sKH719dAY/vV13XtXB/NXhKX73h/sZmkwA8OirI8TiSX6369wFb9qBzAj82PgMR8anOTyW+ertj3FkfIaNTRG+/J7z6NzcAsDbzmzjrdvW8czhCR56ZZirzmrjmjJzryxENs0iHgZz1+txS+Gjt4/O4Ke3687LEsxF5DrgdiAMfFNVv7oc71OOxw+M8rXH+plOprlocws/f2k7f/LjAfoOjfPFB/fxlfedx4amTL13WpX9wyfZfXSCQ7FM0D4yPs3R8RmKXX88/7Qmfu+959HeMveGHhHh8o5WLu9oPWX/XJ35CiXNZ5JpUqo0lZmWN5lWUmmdd6F33nbJJJGIf+MEH719dAY/vV13XnIzEQkDfwG8BxgAnhKR+1X1xaV+r3xmkulgBD3Dc0cnctPMXrt9I5+7+kyODBzktg9ewG89tI9Xjk/x6/9nLx+7dAu7j4yza2Cc0XjxGwI2tUTpWNfI1nWNnLGugW3r1vDWM9ctGNBOlWw1y8npmSXft6pyYCTOS0NTvDI0yctDU7x24iQKvHFzC2/Zto4dHa1s39TM4OQMuwbG+enAGM8cHmcmpVx9ThsfuqidN21pKXoN4tChQ5x99tlL4npiKsHLQ1O8PDTJK8enEIQL2pu5sL2ZCzc1V3QDVqUspfdKUcpZVTmZSDM+nUIE2luiS3K9aKlY7mMdT6Z59fgU+4ZPsqEpwuUdrbQ2nlq4c/38WI4/M28D9qnqfgAR+QfgeuCUg/nR8Wl+8PIw49MpxqeTue8jJ5MMTybIH0QL0PPWrXzkks25k7ijrZHbPngBv/3wq7w6fJLbfvx6bvtNLVHe0tHKORua2Lquka3rGji9tXHZg3YpshNtHZtM8cUH99LaGGFtQ5h1jWFaGyO05n0/rSXKlrUNC14LeH0kzqP7R3j01REOj03P6cs+we6FY5O8cGySu3cdoTESYrpgDl4BHts/ymP7Rzlv4xo+eFHa4JLRAAAMy0lEQVQ7522c+2i7gZEEh4kxPp1kLPiMoiGZ4x0JCUcnZnLpqyNj08QL3utkIs3wVGLez/HUwFhuub0lypnr17C1NfOZbW1rpDkaZiLvHJmcSbEmGsp7/3DR/0COxpJMDc7epHUykeLw2EzO78j4DCGB1sYwaws+g+z3dY3heZ9DOq2Mz8z6TExn7urNvm7dmjAtDWFCiwi2+4/P8OzkEIeyjmMzxOJJxqeTc+5RWNcY5sL2Fi5sb+aC9mba1izNr/7IyUTuGB0em+bEVIJNLdHM4Kc1MwgSIXcMD41NMzSZQFIJNu3Zlzuvix3LcJnHKmaZnEnl4sDEdIpjEzO8PDTFgZGTc/6rDgl0trfwlm2tXHL6WhoW8Xv9+okEr6dHc5/j1EyKpobQHO81Fe73vI1NSx5bliOYdwAH89YHgLcvxY5HTyb59jPHivaFhODkaWDrukbecc56Lt86P92xsTnKH//cdm5//HUmZlJc0bGOt25r5az1a5wauWxe20BLQ5jJmRTPHJ5YcPuQQHtL5mc/vbVhzvNFVeHFwUn2nziZa9vQFOGS09cGv9wtbN/URFrhmcOZ/1SeGhjj2MQMLQ1hLt/ayo5trezYtg6Af37pOD94aZj9J+Lc/vjBeS4Zxk/p58/SHA2xfVMznYGnorw8OMUrxzNfQ5MJhiYT9C3R+8HYwps4R/HzozESorUxzEwyzdh0iqcGxub8IVwuDozEqeTzPzC2VJ/ZfEKSCZjbNzVxdHyG549O8OLgJC8Onuod1Uvj/M0b38hZ6yu7gbBSRJf4STYiciNwnar+crD+SeDtqvpr+dvdd999euutt+bWu7u76e7upqOjg0gkwujoKLFYbM6+x2bSPD3WwPqmBkLJaSRxkpZoiLUNwobGEJGQlHx9LBajra2t7P4Bp/qPHB/htaExpLGFyUSayYQSbmplKqkMj08xMjnNZEI5EU9zIp5moU+yOSJcfe56us4/jbObk4yPzf/Fzr7/yMgIB4dGWRuVOSOkbP/Q8AiP7h2i98gMU4nZEXW0oYFUIkFbc5RGUrREhaZIiJQqUwlFo2uYmEkzNT1DW1RpbwqzuTlEe1OYlqiwZcsWwuEw4+NjTE1OcNqa0JwRa/7xGRkdZXAqzeBUisGTme9j6SjTKaUppDSQpCUaoikizKSUyYSSjjQykUgzcTJBKjU3tZZMpWhqakJESCVThDRFe3OI9uYwm5tCbGoKs3lzOyeTcGxkjKHYJBOJzM81mcx8PkmJklRIJVO5/YtAcySU+fk2tLJuTZR4PM7wxEkmg9dPJdOoZo5f9v0L/bLHN78/TIozWhvZ3Bxic1OYi84+nfbWNaROTjA1kfl8VZXheJoDYymOp9bw6ki86M9fbP8L9bdEQ7Q3h9gcHKPtZ57OSDzNq8dGef3EJEMn0yjK5qYw7c0hOrdtZmvbGvbuP0BSokwmM5/LZCLNVEJJR5uYTKQZnZwmUWQulML3XxMRWqIhmiNCS1Q4a/MGOjevZVNkhvjkbOCNJ5WXTiQ4MN3A/hNxEonKfr58RFOcvmEd69ZEaSCJpGaIp4LPP/j91HC0ouP3mR0baUxOzetfKD4MDw/v6urq2jGvg+UJ5lcBX1bV9wXrtwKo6h/mb9fb26udnZ1L+t7l6O/vdzrfVYpKvROpNMeCtMXgRIJ0wee6eW0DV3S0LqpMslpW+7F2CR+dwU9vF5z7+vpKBvPlSLM8BWwXkXOBQ8DHgf+4DO9TFa7XiJaiUu9oOMS2tjVsq3Dul+VktR9rl/DRGfz0dt15yYO5qiZF5NeAh8mUJv6Nqr6w1O9TLa7XiJbCR28fncFPbx+dwU9v152XpWhSVR8EHlyOfS8W12tES+Gjt4/O4Ke3j87gp7frznUzBa7rcxGXwkdvH53BT28fncFPb9ed6yaYG4ZhrGbqJpjfe++9tVZYFD56++gMfnr76Ax+ervubMHccXz09tEZ/PT20Rn89HbduW6CuWEYxmpmyW8aqpSdO3cOAf0r9X4nTpzYtHHjxuMr9X5LhY/ePjqDn94+OoOf3o44n93V1dVerKNmwdwwDMNYOizNYhiGsQqwYG4YhrEKWJXBXETOFJFHReRFEXlBRD4btG8UkUdEZG/wffHPdVtiRGSNiPxERJ4NnH8vaD9XRJ4UkX0i8h0RaVhoXyuNiIRF5GkReSBY98H5gIg8JyLPiMhPgzZnz48sIrJeRO4RkZdEZI+IXOWyt4hcGBzj7NeYiHzOZWcAEfn14PfweRH5dvD76fR5vSqDOZAEfkNVLwKuBD4tIhcBtwA7VXU7sDNYd4Vp4N2qeilwGXCdiFwJfA24TVXPB0aAnho6luKzwJ68dR+cAd6lqpepanYWOpfPjyy3Aw+paidwKZnj7qy3qr4cHOPLgLcAU8D3cdhZRDqA/wrsUNU3k5lj6uO4fl6r6qr/Au4j8xi7l4EzgrYzgJdr7VbCtxnoI/NQj+NAJGi/Cni41n4FrtvI/DK+G3iAzMOInHYOvA4AmwranD4/gDbgNYLCBV+88zzfC/yb687MPmBnI5n5qx4A3uf6eb1aR+Y5ROQc4HLgSWCLqh4Juo4CW2qkVZQgXfEMMAg8ArwKjKpqdpb7ATInmkv8GfBFIPuEitNw3xlAgR+KyC4RuTloc/r8AM4FhoC/DdJa3xSRFtz3zvJx4NvBsrPOqnoI+GPgdeAIEAN24fh5vaqDuYisBe4FPqeqcx6ro5k/r07VZapqSjP/jm4j8yzVlXt6xyIQkQ8Ag6q6q9Yui+BqVb0CeD+ZNNw78ztdPD/IjBKvAO5Q1cuBSQrSE456E+SXPwR8r7DPNecgf389mT+eW4EW4LqaSlXAqg3mIhIlE8i/par/GDQfE5Ezgv4zyIyAnUNVR4FHyfwrt15EsvNubiPzwA9XeAfwIRE5APwDmVTL7bjtDORGX6jqIJkc7ttw//wYAAZU9clg/R4ywd11b8j80exT1exDfF12vhZ4TVWHVDUB/COZc93p83pVBnPJPJn5TmCPqv5pXtf9wE3B8k1kculOICLtIrI+WG4ik+PfQyao3xhs5pSzqt6qqttU9Rwy/0L/SFU/gcPOACLSIiKt2WUyudzncfj8AFDVo8BBEbkwaOoCXsRx74CfZzbFAm47vw5cKSLNQSzJHme3z+sgmb+qEJGrgR8DzzGby/0tMnnz7wJnkZlK4KOqeqImkgWIyCXAXWSunIeA76rq74vIeWRGvRuBp4H/pKrTtTMtjohcA3xBVT/gunPg9/1gNQL8var+gYichqPnRxYRuQz4JtAA7Ad+keB8wVHv4A/m68B5qhoL2pw+1kFp8MfIVMY9DfwymRy5u+f1agzmhmEY9caqTLMYhmHUGxbMDcMwVgEWzA3DMFYBFswNwzBWARbMDcOoK0Tkj4KJynaLyPezJcFFtps3qVnQ/p28icMOBHdtZ19ziYj0BpN0PSciawr2eb+IPF+h50dldrLAv19oewvmhmGsWkTkGhH5u4LmR4A3q+olwCvArSVeXmxSM1T1Yzo7edi9ZG4qIrih6H8D/0VV3wRcAyTyXD4MTFTovT3wekewr88t9BoL5oZh1BWq+sO8OVaeIHM35xxEpA14J5mbD1HVmeDO7PxtBPgoszdDvRfYrarPBq8ZVtVUsO1a4PPAfy/YxxtE5KFgjqAfi0h2Co9fAf5CVUeCfS14h6wFc8Mw6plfAn5QpL3UpGb5/HvgmKruDdYvAFREHhaRPhH5Yt62XwH+hMwUwPn8NfAZVX0L8AXgf+bt6wIR+TcReUJEFpwbJrLQBoZhGL4hIk8CjcBaYGNeXvtLqvpwsM1vk7nD81tFdpGd1OwzqvqkiNxOZlKz38nbpnCKgghwNfBWMkF7p4jsAoaBN6jqrwezuGYd1wL/DvheZpAPgXN2X9vJpGq2Af8qIhcX/ndQKGwYhrGqUNW3Q26aiV9Q1V/I7xeRXwA+AHRp8dvgi01qlpuhMsiPf5jMAzfyX/Ovqno82OZBMn8QJoAdwYR0EWCziDxGZhbJ0SD3Xuz9nwwm+npNRF4hE9yfKvUzW5rFMIy6IkhZfBH4kKoWpj2AspOaZbkWeElVB/LaHgYuDiboigA/A7yoqneo6tZgQrqrgVdU9ZpgWu7XROQjgZeIyKXBvv6JzKgcEdlEJu2yv9zPZcHcMIx648+BVuCRoLzwLwFEZGswms7yGeBbIrKbzKMc/0deX/6DNgAILlb+KZnR8zNkpvz95wVcPgH0iMizwAtk5lGHzB+GYRHJztb4m6o6XG5HNtGWYRjGKsBG5oZhGKsAC+aGYRirAAvmhmEYqwAL5oZhGKsAC+aGYRirAAvmhmEYqwAL5oZhGKsAC+aGYRirgP8P38IUU1Bh2xoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f74800cd1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "price['item_cnt_day'].plot(kind='line')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "grouped = df_train_a.groupby(['item_id', 'shop_id', 'date_block_num'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "prices = grouped['item_cnt_day'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = np.array([*prices.index.values])\n",
    "Y = np.array(prices.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([20, 15, 18, ...,  1,  2, 14])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[:,2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train_shr = pd.DataFrame({'date_block_num':X[:,2], 'item_id':X[:,0], 'shop_id':X[:,1], 'item_cnt_m':Y})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_block_num</th>\n",
       "      <th>item_cnt_m</th>\n",
       "      <th>item_id</th>\n",
       "      <th>shop_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   date_block_num  item_cnt_m  item_id  shop_id\n",
       "0              20         1.0        0       54\n",
       "1              15         2.0        1       55\n",
       "2              18         1.0        1       55\n",
       "3              19         1.0        1       55\n",
       "4              20         1.0        1       55"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_shr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date_block_num</th>\n",
       "      <th>item_cnt_m</th>\n",
       "      <th>item_id</th>\n",
       "      <th>shop_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>865483</th>\n",
       "      <td>33</td>\n",
       "      <td>2253.0</td>\n",
       "      <td>11373</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729445</th>\n",
       "      <td>32</td>\n",
       "      <td>1644.0</td>\n",
       "      <td>9248</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729452</th>\n",
       "      <td>32</td>\n",
       "      <td>1644.0</td>\n",
       "      <td>9249</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1539008</th>\n",
       "      <td>11</td>\n",
       "      <td>1305.0</td>\n",
       "      <td>20949</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281180</th>\n",
       "      <td>27</td>\n",
       "      <td>1242.0</td>\n",
       "      <td>3730</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date_block_num  item_cnt_m  item_id  shop_id\n",
       "865483               33      2253.0    11373       12\n",
       "729445               32      1644.0     9248       12\n",
       "729452               32      1644.0     9249       55\n",
       "1539008              11      1305.0    20949       31\n",
       "281180               27      1242.0     3730       55"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_shr.nlargest(5, columns='item_cnt_m')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f744bdd5d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "item_id = 20949\n",
    "shop_id = 31\n",
    "item_name = df_items.iloc[item_id]['item_name']\n",
    "shop_name = df_shop.iloc[shop_id]['shop_name']\n",
    "\n",
    "price = df_train_shr[(df_train_shr['item_id']==item_id) & (df_train_shr['shop_id']==shop_id)]\n",
    "price.plot(x='date_block_num', y='item_cnt_m', title='Price for {} in {} shop'.format(item_name, shop_name))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_sales(item_id, shop_id):\n",
    "    item_name = df_items.iloc[item_id]['item_name']\n",
    "    cat = df_items.iloc[item_id]['item_category_id']\n",
    "    shop_name = df_shop.iloc[shop_id]['shop_name']\n",
    "    \n",
    "    print('category: {}'.format(str(df_cat.iloc[cat]['item_category_name'])))\n",
    "    price = df_train_shr[(df_train_shr['shop_id']==shop_id) & (df_train_shr['item_id']==item_id)]\n",
    "    if len(price) == 0:\n",
    "        return False\n",
    "    price.plot(x='date_block_num', y='item_cnt_m', kind='bar', title='Price for {} in {} shop'.format(item_name, shop_name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>shop_id</th>\n",
       "      <th>item_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>5046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>5319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>5003</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ID  shop_id  item_id\n",
       "0   0        5     5037\n",
       "1   1        5     5320\n",
       "2   2        5     5233\n",
       "3   3        5     5232\n",
       "4   4        5     5268\n",
       "5   5        5     5039\n",
       "6   6        5     5041\n",
       "7   7        5     5046\n",
       "8   8        5     5319\n",
       "9   9        5     5003"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f7431fe6cc0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f744be0ac50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gprices = df_train_shr[(df_train_shr['item_id']==5037)]\n",
    "gprices = gprices.sort_values(by='date_block_num')\n",
    "gprices.plot(kind='bar', x='date_block_num', y='item_cnt_m', figsize=(70,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_prices = df_train_shr[(df_train_shr['item_id']==5037)].groupby('date_block_num')['item_cnt_m'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7431edb6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_prices.plot(kind='bar')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lets study how sell of one item variate in different shops"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Фирменный пакет майка 1С Интерес белый (34*42) 45 мкм'"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "item_id = 20949\n",
    "df_items.iloc[item_id]['item_name']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### In which shops there is that good?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "shop_series = df_train_shr.groupby('item_id').get_group(item_id)['shop_id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "shop_list = shop_series.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:402: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
      "  \"matplotlib is currently using a non-GUI backend, \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f741d668390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,6))\n",
    "\n",
    "mean_prices = df_train_shr[(df_train_shr['item_id']==item_id)].groupby('date_block_num')['item_cnt_m'].mean()\n",
    "mean_prices.plot(label='mean', ax=ax, legend=False)\n",
    "for shop in shop_list:\n",
    "    prices = df_train_shr[(df_train_shr['item_id']==item_id) & (df_train_shr['shop_id']==shop)]\n",
    "    prices.plot(x='date_block_num', y='item_cnt_m', ax=ax, legend=False)\n",
    "fig.show()\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "def tsplot(x, y, ax, n=20, percentile_min=1, percentile_max=99, color='r', plot_mean=True, plot_median=False, line_color='k', **kwargs):\n",
    "    # calculate the lower and upper percentile groups, skipping 50 percentile\n",
    "    perc1 = np.percentile(y, np.linspace(percentile_min, 50, num=n, endpoint=False), axis=0)\n",
    "    perc2 = np.percentile(y, np.linspace(50, percentile_max, num=n+1)[1:], axis=0)\n",
    "\n",
    "    if 'alpha' in kwargs:\n",
    "        alpha = kwargs.pop('alpha')\n",
    "    else:\n",
    "        alpha = 1/n\n",
    "    # fill lower and upper percentile groups\n",
    "    for p1, p2 in zip(perc1, perc2):\n",
    "        ax.fill_between(x, p1, p2, alpha=alpha, color=color, edgecolor=None)\n",
    "\n",
    "\n",
    "    if plot_mean:\n",
    "        ax.plot(x, np.mean(y, axis=0), color=line_color)\n",
    "\n",
    "\n",
    "    if plot_median:\n",
    "        ax.plot(x, np.median(y, axis=0), color=line_color)"
   ]
  }
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